Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "50"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 50 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 47 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 45 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 50, Node N03:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459862 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.038588 24.393630 0.370714 0.407779 1.975505 14.291700 8.609861 48.617093 0.6764 0.6425 0.3985 nan nan
2459861 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.899965 11.885136 0.514908 -0.080418 1.526823 5.485809 5.024219 28.230616 0.7005 0.6304 0.3957 nan nan
2459860 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.123547 20.958134 0.653161 0.548082 1.778941 15.831374 2.236370 18.605834 0.7119 0.5956 0.3957 nan nan
2459859 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.510440 22.176142 0.638600 0.408741 1.749110 -0.932171 3.511259 17.348253 0.7186 0.5995 0.3716 nan nan
2459858 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.921084 21.691361 0.624190 -0.073297 2.880325 3.039599 6.520178 63.025744 0.7271 0.6057 0.3990 3.100807 2.387607
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.054425 12.954494 4.058260 2.875546 2.639716 3.001647 6.105533 5.883805 0.0228 0.0227 0.0003 nan nan
2459856 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.385535 33.932945 1.036265 0.918772 2.028659 4.186862 4.545999 17.486902 0.7188 0.6243 0.3684 3.804946 3.747434
2459855 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.200154 37.662770 0.648289 0.804563 2.968141 1.400693 2.671481 9.409654 0.7014 0.6541 0.3936 3.713420 4.039410
2459854 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.354308 38.778381 0.135488 1.022968 2.080212 5.654041 0.676598 7.868314 0.7156 0.6673 0.4147 3.580689 3.185116
2459853 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.545801 28.824201 -0.089809 1.437969 2.427991 3.786894 6.028703 20.288520 0.7441 0.6113 0.3921 3.969801 3.555099
2459852 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.499096 20.658504 -0.785708 0.417504 2.534650 7.631979 0.419170 5.422864 0.8260 0.7902 0.2233 6.392248 7.983508
2459851 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.873877 15.447149 -0.302678 1.449324 2.378098 14.950698 1.626443 23.708541 0.7620 0.6994 0.3291 5.070336 4.461665
2459850 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.121750 26.778219 -0.052271 1.222971 2.791719 11.577287 1.680637 41.140505 0.7428 0.6970 0.3394 3.475828 2.913995
2459849 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.927756 33.416754 1.176034 3.637733 2.692564 4.338062 3.200097 18.499276 0.7405 0.6822 0.3394 4.127034 4.212208
2459848 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.062143 29.983109 -0.900117 2.705901 4.458155 8.280931 3.702679 12.748733 0.7190 0.6830 0.3609 3.650254 3.092050
2459847 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.024317 27.543386 -0.563835 2.548938 0.543530 14.160657 1.702958 11.045535 0.7314 0.6099 0.4030 3.524011 3.295440
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.250435 35.473806 -0.728054 3.964019 2.946619 3.655145 0.260494 3.124575 0.8304 0.5893 0.4526 3.968162 3.032696
2459845 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.174080 37.550199 -0.286650 3.370726 3.387133 6.558047 4.577224 22.775282 0.7299 0.6740 0.3495 4.287515 3.230055
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 32.650218 24.536740 21.387075 22.062935 2.855781 0.914833 8.839999 9.664335 0.0227 0.0219 0.0005 nan nan
2459843 RF_maintenance 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 3.203867 30.329712 -0.115490 0.868893 3.362871 7.758900 13.504852 90.385798 0.7434 0.6937 0.3637 6.989629 4.916726
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 68.566233 47.270100 14.385257 14.113439 3.980511 5.567254 13.453444 16.024536 0.0202 0.0196 0.0007 nan nan
2459839 RF_maintenance 100.00% - - - - - 17.383296 11.752460 34.173889 34.033979 1.271189 1.433923 18.808749 21.274991 nan nan nan nan nan
2459838 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.635627 4.631034 -0.798551 1.858275 2.205007 3.197228 0.568101 0.350613 0.7483 0.7013 0.3914 6.143486 5.697567
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0309 0.0309 0.0005 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.642140 1.209220 -0.360722 -0.396940 0.617003 -0.945537 -0.328565 -1.662724 0.0309 0.0307 0.0005 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.155192 8.333510 5.617041 3.175046 1.656033 -0.026633 4.932873 1.708640 0.0234 0.0235 0.0004 nan nan
2459832 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 20.920683 4.925897 -0.300929 1.380104 1.433052 -0.587517 0.934782 -0.930892 0.7654 0.5348 0.5162 4.910824 3.465038
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.975244 12.569699 40.104643 34.594871 2.186586 1.028429 14.357333 10.477671 0.0202 0.0204 0.0004 nan nan
2459830 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 21.986848 5.317998 0.105000 2.570175 1.692765 0.589356 17.594067 0.855013 0.7657 0.5511 0.4898 6.947361 5.312637
2459829 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 24.973465 5.015949 0.426221 2.404543 3.395058 1.601751 7.397752 0.426651 0.7416 0.6724 0.3706 23.440555 14.370476
2459828 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.440263 3.919042 0.771658 1.827799 0.258114 0.366697 5.874430 -0.537832 0.7606 0.5554 0.4763 5.939379 5.022713
2459827 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 19.287521 3.772414 0.464741 3.728344 2.098206 0.989557 10.140715 1.310938 0.7444 0.6769 0.3715 13.402084 11.023455
2459826 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 38.501784 1.242156 3.511017 3.202584 7.605777 2.115725 2.274792 -1.222873 0.6868 0.5613 0.3857 13.829876 13.533088
2459825 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 43.322606 1.224503 2.719769 1.673966 4.970805 0.424602 6.021182 1.331549 0.6853 0.5720 0.3734 11.182939 5.589629
2459824 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.347750 4.891785 -0.598204 2.498217 1.154541 2.477097 0.756681 -0.224969 0.7273 0.7381 0.3454 8.785080 7.696672
2459823 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.065242 19.837810 -0.263304 1.458389 0.153787 6.709533 6.331548 21.591339 0.7687 0.5763 0.4272 9.524199 10.744450
2459822 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.300483 27.239193 -0.897130 1.489416 -0.284254 6.138645 4.209085 10.346533 0.7983 0.5154 0.4870 4.931185 5.610839
2459821 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.900561 21.650384 -0.881739 0.798025 0.183959 5.437650 2.183359 27.011056 0.7853 0.5423 0.4962 4.826689 4.751246
2459820 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.015255 29.164406 -0.034845 1.533570 27.847263 11.868484 30.853878 5.553163 0.7456 0.6408 0.3652 5.150836 5.481047
2459817 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.188446 6.995588 0.789097 0.931071 9.021176 4.398452 18.927473 2.681783 0.7742 0.6040 0.4648 3.842334 4.415303
2459816 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.152801 1.163179 -0.800447 2.663711 1.117049 2.394054 10.413045 6.364542 0.8391 0.5814 0.5911 3.201023 2.720632
2459815 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.824706 7.166827 -0.605997 0.864071 -0.507698 6.347831 0.655110 9.739649 0.7863 0.6151 0.4842 3.591886 2.965662
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 27.519778 12.237097 0.186516 1.647727 25.805118 17.173125 34.047035 7.421742 0.7594 0.6963 0.3669 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 50: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Discontinuties 48.617093 1.038588 24.393630 0.370714 0.407779 1.975505 14.291700 8.609861 48.617093

Antenna 50: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Discontinuties 28.230616 11.885136 0.899965 -0.080418 0.514908 5.485809 1.526823 28.230616 5.024219

Antenna 50: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 20.958134 1.123547 20.958134 0.653161 0.548082 1.778941 15.831374 2.236370 18.605834

Antenna 50: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 22.176142 0.510440 22.176142 0.638600 0.408741 1.749110 -0.932171 3.511259 17.348253

Antenna 50: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Discontinuties 63.025744 21.691361 0.921084 -0.073297 0.624190 3.039599 2.880325 63.025744 6.520178

Antenna 50: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 14.054425 12.954494 14.054425 2.875546 4.058260 3.001647 2.639716 5.883805 6.105533

Antenna 50: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 33.932945 1.385535 33.932945 1.036265 0.918772 2.028659 4.186862 4.545999 17.486902

Antenna 50: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 37.662770 37.662770 1.200154 0.804563 0.648289 1.400693 2.968141 9.409654 2.671481

Antenna 50: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 38.778381 38.778381 1.354308 1.022968 0.135488 5.654041 2.080212 7.868314 0.676598

Antenna 50: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 28.824201 28.824201 1.545801 1.437969 -0.089809 3.786894 2.427991 20.288520 6.028703

Antenna 50: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 20.658504 0.499096 20.658504 -0.785708 0.417504 2.534650 7.631979 0.419170 5.422864

Antenna 50: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Discontinuties 23.708541 1.873877 15.447149 -0.302678 1.449324 2.378098 14.950698 1.626443 23.708541

Antenna 50: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Discontinuties 41.140505 1.121750 26.778219 -0.052271 1.222971 2.791719 11.577287 1.680637 41.140505

Antenna 50: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 33.416754 1.927756 33.416754 1.176034 3.637733 2.692564 4.338062 3.200097 18.499276

Antenna 50: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 29.983109 29.983109 2.062143 2.705901 -0.900117 8.280931 4.458155 12.748733 3.702679

Antenna 50: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 27.543386 27.543386 2.024317 2.548938 -0.563835 14.160657 0.543530 11.045535 1.702958

Antenna 50: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 35.473806 1.250435 35.473806 -0.728054 3.964019 2.946619 3.655145 0.260494 3.124575

Antenna 50: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 37.550199 37.550199 3.174080 3.370726 -0.286650 6.558047 3.387133 22.775282 4.577224

Antenna 50: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 32.650218 32.650218 24.536740 21.387075 22.062935 2.855781 0.914833 8.839999 9.664335

Antenna 50: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Discontinuties 90.385798 30.329712 3.203867 0.868893 -0.115490 7.758900 3.362871 90.385798 13.504852

Antenna 50: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 68.566233 68.566233 47.270100 14.385257 14.113439 3.980511 5.567254 13.453444 16.024536

Antenna 50: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Power 34.173889 11.752460 17.383296 34.033979 34.173889 1.433923 1.271189 21.274991 18.808749

Antenna 50: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 4.631034 4.631034 2.635627 1.858275 -0.798551 3.197228 2.205007 0.350613 0.568101

Antenna 50: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 1.642140 1.209220 1.642140 -0.396940 -0.360722 -0.945537 0.617003 -1.662724 -0.328565

Antenna 50: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 10.155192 8.333510 10.155192 3.175046 5.617041 -0.026633 1.656033 1.708640 4.932873

Antenna 50: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 20.920683 20.920683 4.925897 -0.300929 1.380104 1.433052 -0.587517 0.934782 -0.930892

Antenna 50: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Power 40.104643 18.975244 12.569699 40.104643 34.594871 2.186586 1.028429 14.357333 10.477671

Antenna 50: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 21.986848 21.986848 5.317998 0.105000 2.570175 1.692765 0.589356 17.594067 0.855013

Antenna 50: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 24.973465 5.015949 24.973465 2.404543 0.426221 1.601751 3.395058 0.426651 7.397752

Antenna 50: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 17.440263 3.919042 17.440263 1.827799 0.771658 0.366697 0.258114 -0.537832 5.874430

Antenna 50: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 19.287521 19.287521 3.772414 0.464741 3.728344 2.098206 0.989557 10.140715 1.310938

Antenna 50: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 38.501784 1.242156 38.501784 3.202584 3.511017 2.115725 7.605777 -1.222873 2.274792

Antenna 50: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Shape 43.322606 1.224503 43.322606 1.673966 2.719769 0.424602 4.970805 1.331549 6.021182

Antenna 50: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 4.891785 3.347750 4.891785 -0.598204 2.498217 1.154541 2.477097 0.756681 -0.224969

Antenna 50: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Discontinuties 21.591339 19.837810 1.065242 1.458389 -0.263304 6.709533 0.153787 21.591339 6.331548

Antenna 50: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 27.239193 0.300483 27.239193 -0.897130 1.489416 -0.284254 6.138645 4.209085 10.346533

Antenna 50: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Discontinuties 27.011056 21.650384 0.900561 0.798025 -0.881739 5.437650 0.183959 27.011056 2.183359

Antenna 50: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Temporal Discontinuties 30.853878 13.015255 29.164406 -0.034845 1.533570 27.847263 11.868484 30.853878 5.553163

Antenna 50: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Temporal Discontinuties 18.927473 8.188446 6.995588 0.789097 0.931071 9.021176 4.398452 18.927473 2.681783

Antenna 50: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Temporal Discontinuties 10.413045 1.163179 2.152801 2.663711 -0.800447 2.394054 1.117049 6.364542 10.413045

Antenna 50: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Discontinuties 9.739649 7.166827 0.824706 0.864071 -0.605997 6.347831 -0.507698 9.739649 0.655110

Antenna 50: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 50: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Temporal Discontinuties 34.047035 12.237097 27.519778 1.647727 0.186516 17.173125 25.805118 7.421742 34.047035
In [ ]: